Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Particle-based Fast Jet Simulation at the LHC with Variational Autoencoders



Mary Touranakou , Nadezda Chernyavskaya , Javier Duarte , Dimitrios Gunopulos , Raghav Kansal , Breno Orzari , Maurizio Pierini , Thiago Tomei , Jean-Roch Vlimant

* 11 pages, 8 figures 

   Access Paper or Ask Questions

Machine Learning for Particle Flow Reconstruction at CMS



Joosep Pata , Javier Duarte , Farouk Mokhtar , Eric Wulff , Jieun Yoo , Jean-Roch Vlimant , Maurizio Pierini , Maria Girone

* 12 pages, 6 figures. Presented at the ACAT 2021: 20th International Workshop on Advanced Computing and Analysis Techniques in Physics Research, Daejeon, Kr, 29 Nov - 3 Dec 2021 

   Access Paper or Ask Questions

Particle Graph Autoencoders and Differentiable, Learned Energy Mover's Distance



Steven Tsan , Raghav Kansal , Anthony Aportela , Daniel Diaz , Javier Duarte , Sukanya Krishna , Farouk Mokhtar , Jean-Roch Vlimant , Maurizio Pierini

* 5 pages, 2 figures. Accepted to the Machine Learning for the Physical Sciences workshop at NeurIPS 2021. arXiv admin note: text overlap with arXiv:2101.08320 

   Access Paper or Ask Questions

Explaining machine-learned particle-flow reconstruction



Farouk Mokhtar , Raghav Kansal , Daniel Diaz , Javier Duarte , Joosep Pata , Maurizio Pierini , Jean-Roch Vlimant

* 5 pages, 3 figures. Accepted to Machine Learning for Physical Sciences NeurIPS 2021 workshop 

   Access Paper or Ask Questions

Applications and Techniques for Fast Machine Learning in Science



Allison McCarn Deiana , Nhan Tran , Joshua Agar , Michaela Blott , Giuseppe Di Guglielmo , Javier Duarte , Philip Harris , Scott Hauck , Mia Liu , Mark S. Neubauer , Jennifer Ngadiuba , Seda Ogrenci-Memik , Maurizio Pierini , Thea Aarrestad , Steffen Bahr , Jurgen Becker , Anne-Sophie Berthold , Richard J. Bonventre , Tomas E. Muller Bravo , Markus Diefenthaler , Zhen Dong , Nick Fritzsche , Amir Gholami , Ekaterina Govorkova , Kyle J Hazelwood , Christian Herwig , Babar Khan , Sehoon Kim , Thomas Klijnsma , Yaling Liu , Kin Ho Lo , Tri Nguyen , Gianantonio Pezzullo , Seyedramin Rasoulinezhad , Ryan A. Rivera , Kate Scholberg , Justin Selig , Sougata Sen , Dmitri Strukov , William Tang , Savannah Thais , Kai Lukas Unger , Ricardo Vilalta , Belinavon Krosigk , Thomas K. Warburton , Maria Acosta Flechas , Anthony Aportela , Thomas Calvet , Leonardo Cristella , Daniel Diaz , Caterina Doglioni , Maria Domenica Galati , Elham E Khoda , Farah Fahim , Davide Giri , Benjamin Hawks , Duc Hoang , Burt Holzman , Shih-Chieh Hsu , Sergo Jindariani , Iris Johnson , Raghav Kansal , Ryan Kastner , Erik Katsavounidis , Jeffrey Krupa , Pan Li , Sandeep Madireddy , Ethan Marx , Patrick McCormack , Andres Meza , Jovan Mitrevski , Mohammed Attia Mohammed , Farouk Mokhtar , Eric Moreno , Srishti Nagu , Rohin Narayan , Noah Palladino , Zhiqiang Que , Sang Eon Park , Subramanian Ramamoorthy , Dylan Rankin , Simon Rothman , Ashish Sharma , Sioni Summers , Pietro Vischia , Jean-Roch Vlimant , Olivia Weng

* 66 pages, 13 figures, 5 tables 

   Access Paper or Ask Questions

Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction



Cenk Tüysüz , Carla Rieger , Kristiane Novotny , Bilge Demirköz , Daniel Dobos , Karolos Potamianos , Sofia Vallecorsa , Jean-Roch Vlimant , Richard Forster

* 20 pages, 18 figures 

   Access Paper or Ask Questions

Source-Agnostic Gravitational-Wave Detection with Recurrent Autoencoders



Eric A. Moreno , Jean-Roch Vlimant , Maria Spiropulu , Bartlomiej Borzyszkowski , Maurizio Pierini

* 16 pages, 6 figures 

   Access Paper or Ask Questions

Particle Cloud Generation with Message Passing Generative Adversarial Networks



Raghav Kansal , Javier Duarte , Hao Su , Breno Orzari , Thiago Tomei , Maurizio Pierini , Mary Touranakou , Jean-Roch Vlimant , Dimitrios Gunopulos

* 13 pages, 4 figures, 2 tables, and a 3 page appendix 

   Access Paper or Ask Questions

The Tracking Machine Learning challenge : Throughput phase



Sabrina Amrouche , Laurent Basara , Paolo Calafiura , Dmitry Emeliyanov , Victor Estrade , Steven Farrell , Cécile Germain , Vladimir Vava Gligorov , Tobias Golling , Sergey Gorbunov , Heather Gray , Isabelle Guyon , Mikhail Hushchyn , Vincenzo Innocente , Moritz Kiehn , Marcel Kunze , Edward Moyse , David Rousseau , Andreas Salzburger , Andrey Ustyuzhanin , Jean-Roch Vlimant

* submitted to Computing and Software for Big Science 

   Access Paper or Ask Questions

1
2
3
>>